{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "np.random.seed(0)\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.5488135   0.71518937  0.60276338]\n",
      " [ 0.54488318  0.4236548   0.64589411]\n",
      " [ 0.43758721  0.891773    0.96366276]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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gdl1XPp9PkrR06VLt379f27Zt02WXXZbYDwAXo1x6MfyMrYlbbrlFW7du1dDQkCTpqquu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\n/wUF7mGsODLQXgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6b2ddf0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uniform_data = np.random.rand(3, 3)\n",
    "print(uniform_data)\n",
    "heatmap = sns.heatmap(uniform_data)# 热力图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x733d390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(uniform_data, vmin=0.2, vmax=0.5)# 限定颜色取值范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.26611853 -0.50587654  2.54520078]\n",
      " [ 1.08081191  0.48431215  0.57914048]\n",
      " [-0.18158257  1.41020463 -0.37447169]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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/15Y/9NBDkX1Tp07Vd999p/nz50ddHABsMn36dDU0NOj69evq6urSkSNHNGPGjMjxJ598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\n8iM/PaJjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7312e50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normal_data = np.random.randn(3, 3)\n",
    "print(normal_data)\n",
    "ax = sns.heatmap(normal_data, center=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights = sns.load_dataset('flights')\n",
    "flights.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year       1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
      "month                                                                         \n",
      "January     112   115   145   171   196   204   242   284   315   340   360   \n",
      "February    118   126   150   180   196   188   233   277   301   318   342   \n",
      "March       132   141   178   193   236   235   267   317   356   362   406   \n",
      "April       129   135   163   181   235   227   269   313   348   348   396   \n",
      "May         121   125   172   183   229   234   270   318   355   363   420   \n",
      "June        135   149   178   218   243   264   315   374   422   435   472   \n",
      "July        148   170   199   230   264   302   364   413   465   491   548   \n",
      "August      148   170   199   242   272   293   347   405   467   505   559   \n",
      "September   136   158   184   209   237   259   312   355   404   404   463   \n",
      "October     119   133   162   191   211   229   274   306   347   359   407   \n",
      "November    104   114   146   172   180   203   237   271   305   310   362   \n",
      "December    118   140   166   194   201   229   278   306   336   337   405   \n",
      "\n",
      "year       1960  \n",
      "month            \n",
      "January     417  \n",
      "February    391  \n",
      "March       419  \n",
      "April       461  \n",
      "May         472  \n",
      "June        535  \n",
      "July        622  \n",
      "August      606  \n",
      "September   508  \n",
      "October     461  \n",
      "November    390  \n",
      "December    432  \n"
     ]
    },
    {
     "data": {
      "image/png": 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X2SWf06dP4+LiQmJiotGOGRYWZrRjCSHEo1IMfBnqwIED/PTTT6xbt47Y2Fhi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6fb9d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights = flights.pivot('month', 'year', 'passengers')\n",
    "print(flights)\n",
    "ax = sns.heatmap(flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gb0wL2bG73ih0jPRocXAC0ffCiLoViszMEGffdhRpWZ13V3L2uDEvU4DifZsQ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\nLj5ERGQ5Lj5ERGS57xx9CqVS03WyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6fb94d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, annot=True, fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FQaPRoNPpiizKKmx/HEk+Qghh6Qy85jNgwACCgoqXsrh/1ANw+PBh7t27h6enJ1CQUJyc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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1432a9f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, linewidths=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tIyYmhpMnT7J//34AwsLCiIiIIDY2FkVR2LBhQ4nnMLviExkZSd++ffnmm2+M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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x14453570>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cmap='YlGnBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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thev51ahRg2bNmjF06FBuv/12kpOT7Td73HzzzTRq1IjFixergImIVEB/mQLm7+9PSkoK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1449d390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cbar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
